Clinical characteristics analysis and prediction model construction for pediatric influenza virus pneumonia complicated by bacterial infection.

These highly significant differences reflect real-world practice: clinicians initiate empiric antibiotics broadly at admission, but confirmatory culture results and clinical response drive a longer course in true co-infection cases while allowing earlier de-escalation when bacterial infection is ruled out.

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